{"id":"W3152736999","doi":"10.1111/imig.12852","title":"Intelligent careers of a resilient mobile workforce: Edu‐immigrants","year":2021,"lang":"en","type":"article","venue":"International Migration","topic":"Higher Education and Employability","field":"Social Sciences","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Windsor","funders":"","keywords":"Immigration; Workforce; Public relations; Coping (psychology); Workforce development; Globalization; Sociology; Political science; Psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001532108,0.0002022258,0.0001550972,0.0006678772,0.00509417,0.003319251,0.0004566884,0.0008309448,0.003659476],"category_scores_gemma":[0.002580956,0.0001289453,0.0001568749,0.0003936553,0.002540849,0.001341682,0.0039672,0.001119019,0.0002828721],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008676325,"about_ca_system_score_gemma":0.00231525,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006218525,"about_ca_topic_score_gemma":0.01748135,"domain_scores_codex":[0.9993748,0.0002768477,0.00001820212,0.00003369351,0.00005252671,0.0002438972],"domain_scores_gemma":[0.9985105,0.0002881432,0.0003314542,0.00004955932,0.0001236554,0.000696599],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00008075243,0.000501035,0.4021892,0.0001396871,0.00002266546,0.002925066,0.5289566,0.0002444811,0.001269637,0.01848694,0.003139983,0.04204389],"study_design_scores_gemma":[0.000008746847,0.0001212189,0.1051052,0.000214271,0.00001131857,0.0007614371,0.8761297,0.0003594656,0.0001364151,0.002744669,0.01438111,0.00002641866],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9932707,0.00009113719,0.0001267393,0.001299877,0.00001931837,0.000009009281,0.00001063298,0.000001657237,0.005170949],"genre_scores_gemma":[0.9986923,0.0001186563,0.0001121327,0.0002595794,0.000006078504,0.000008705379,0.000009371966,8.551518e-7,0.0007922574],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006218525,"threshold_uncertainty_score":0.01236463,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03228640307404267,"score_gpt":0.3655774100941288,"score_spread":0.3332910070200861,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}